On this page
Learning objectives
- Write a bounded agent mandate and termination condition
- Place human approval before material brand, budget, or customer actions
- Design traces that make each recommendation reviewable
Prerequisites
Marketing automation fundamentals · A versioned workflow and evaluation set
Answer first
Canonical definition
A marketing agent is a software system that uses a model to choose among approved tools and steps toward a defined marketing goal while operating inside explicit data, action, budget, and review limits.
Operating context
Why it matters
Agents are valuable when the path varies and requires interpretation; fixed sequences are usually safer as ordinary automation.
Human approval is a designed control with context and criteria, not a person watching every token in real time.
Method
Step by step
- 01
Write the mandate
Name the trigger, goal, allowed tools, prohibited actions, evidence requirements, maximum effort, and stop condition.
- 02
Stage autonomy
Begin in recommendation mode, then allow reversible actions after evaluation thresholds are met.
- 03
Design the approval packet
Show the proposed action, supporting evidence, uncertainty, cost, and what changes after approval.
- 04
Review traces
Sample successful and failed runs, inspect tool arguments and outcomes, and version improvements through a controlled release process.
Hands-on lab
Specify a campaign research agent
Design an agent that collects approved evidence and proposes a brief without publishing or changing budget.
Deliverable
An agent spec, tool policy, approval screen, evaluation cases, and incident stop rule.
What breaks
Common failure modes
- F1Calling a fixed automation an agent and adding unnecessary reasoning cost
- F2Giving one agent research, writing, publishing, and budget authority
- F3Asking reviewers to approve without exposing evidence or changed fields
Beyond the demo
Production notes
- Keep high-impact tools read-only until the agent passes task-specific evaluations.
- Use separate credentials and logs so actions remain attributable to the agent and workflow owner.
Cross-track links
Further reading
Sources
Related Tenten resources